Real-Time ML System: Stock Sentiment Analyzer
Developed a real-time sentiment analysis system using financial news data, classifying headlines by ticker and visualizing sentiment trends through a live dashboard.
Tech: Python · FinBERT · Kafka (Redpanda) · Parquet · Streamlit
Approach
- Collected and normalized financial news headlines by ticker.
- Applied sentiment classification to label each headline.
- Aggregated sentiment over time to identify market trends.
